Mastering Langchain And Aws A Guide To Economic Analysis

What you'll learn
Utilize LangChain and AWS for advanced economic data analysis and model deployment
Set up and manage AWS RDS and ECS services for scalable data applications.
Implement SQL databases and execute complex queries for economic indicators analysis.
Develop and refine AI agents using LangChain for specific economic data retrieval tasks.
Requirements
Basic understanding of Python programming, and willingness to learn cloud-based technologies.
Access to a computer with internet connection, capable of running Google Colab and AWS Cloud9.
No prior experience with AWS or LangChain required; introductory concepts will be covered.
Interest in economic data analysis and applying AI for data insights.
Description
Welcome to "Mastering LangChain and AWS: A Guide to Economic Analysis," the ultimate course designed for individuals eager to dive deep into the world of economic data analysis using cutting-edge technologies. This comprehensive course is meticulously crafted to guide you through the intricacies of LangChain and AWS, equipping you with the knowledge and skills to perform sophisticated economic analyses.Throughout this course, you will embark on a journey through the fundamentals of LangChain and AWS, exploring how to set up and configure your environment for optimal data analysis. You'll gain hands-on experience with SQL databases, learning to manipulate and analyze economic data effectively. We'll delve into the US Treasury Yield Curve, understand business cycles through the lens of the FRED API, and apply theoretical knowledge in practical, real-world scenarios using Google Colab.By enrolling in this course, you'll not only master the technical aspects of LangChain and AWS but also learn to apply economic theories using modern data analysis tools. Whether you're a student, a professional economist, or someone with a keen interest in data analysis, this course will help you enhance your analytical skills, making you invaluable in the job market.Join us to:Master LangChain and AWS for economic data analysis.Gain proficiency in SQL and database management.Analyze real economic indicators and business cycles.Apply your knowledge through hands-on coding labs.Enroll now and start your journey to becoming an expert in economic data analysis with LangChain and AWS!
Overview
Section 1: Course Introduction, Setup, Business Cycles
Lecture 1 Mastering LangChain and AWS: Course Intro
Lecture 2 OpenAI API Key Setup
Lecture 3 US Treasury Yield Curve
Lecture 4 St. Louis Fed Web Services: FRED® API
Lecture 5 US Business Cycle Expansions and Contractions | NBER
Lecture 6 Lab: Colab | Data tables setup Part 1
Lecture 7 Code File
Lecture 8 SQLite: Business Cycles Table
Lecture 9 Lab: SQLite FRED Data Load
Lecture 10 Lab: SQLite Test
Lecture 11 LangChain Setup and Schema Design in SQLite
Lecture 12 LangChain Lab: SQLDatabaseChain
Section 2: LangChain Deep Dive
Lecture 13 Agents and Chains
Lecture 14 LangChain Labs | SQL Agents & Toolkits
Lecture 15 Colab | LangChain SQLite, FAISS, OpenAI Embeddings Setup
Lecture 16 Query Processing and Agent Setup: Architecture
Lecture 17 Redis Memory | Conversation Buffer Memory
Lecture 18 LangChain | Few-Shot Examples & Agents
Lecture 19 LangChain Lab | Agent Executor: Colaboratory
Lecture 20 LangChain | Query Processing Workflow
Section 3: Part 1: AWS Security and User Management & Part 2: AWS Account Setup
Lecture 21 Configure AWS Access Keys
Lecture 22 Creating User Credentials in AWS
Lecture 23 Downloading AWS Cloud9 Credentials
Lecture 24 Finalizing AWS Cloud9 Configuration
Lecture 25 Part 2: Create and activate an AWS account
Lecture 26 Console Home | AWS Cloud9 Create Environment
Lecture 27 AWS Cloud9 Overview: directory setup
Lecture 28 Setting Up SerpAPI Keys
Lecture 29 AWS Cloud9: .ENV file Setup
Lecture 30 AWS Cloud9 Part 2: Project folders and directories setup
Lecture 31 AWS Cloud9 Requirements Setup
Lecture 32 Project: Requirements and Setup
Lecture 33 Setting Up Dependencies in AWS Cloud9
Lecture 34 Guide: Redis Container Setup
Section 4: Cloud9 Scripting: Database, Langchain, OpenAI, FAISS
Lecture 35 Setting Up Database Scripts Efficiently
Lecture 36 Initializing LangChain Agents: A Step-by-Step Guide
Lecture 37 Recap: Retrievers and Embeddings in LangChain
Lecture 38 Langchain: Initialize Agent Review
Lecture 39 Langchain | Query Testing and Troubleshooting
Lecture 40 Redis Session Management
Lecture 41 OpenAIEmbeddings and FAISS Setup
Lecture 42 Langchain: Integrating ZeroShotAgent and SQL Agent
Lecture 43 Langchain: Integrating ZeroShotAgent with AgentExecutor
Lecture 44 LangChain Query Testing
Section 5: Chapter 5: AWS EBS Volumes, Docker, ECR
Lecture 45 EBS volumes: Resizing on Cloud9
Lecture 46 Resizing EBS Volumes: A How-To Guide
Lecture 47 Rebooting AWS Cloud9 Systems
Lecture 48 Dockerfile: Creating an Effective Dockerfile
Lecture 49 Building Docker Images on AWS: A Step-by-Step Guide
Lecture 50 AWS Credentials for ECR | ID | Region
Lecture 51 Bash Script for ECR Credentials Management
Lecture 52 Advanced Bash Infrastructure Scripting Techniques
Lecture 53 Pushing Docker Containers: Best Practices
Section 6: Refactoring our Agent
Lecture 54 Optimizing SQL-Agent: Refactoring Strategies
Lecture 55 SQL Agent: Refactoring Techniques
Lecture 56 Scripting Setup for Docker, Flask, and App.py
Lecture 57 Scripting for Efficient Data Insertion
Lecture 58 AWS RDS PostgreSQL Data Setup
Section 7: Advanced AWS Configurations
Lecture 59 AWS Security: VPCs, Security Groups, Subnets
Lecture 60 Introduction to AWS Elastic Container Service
Lecture 61 AWS Architecture & Security
Lecture 62 Overview of My AWS RDS Instance
Lecture 63 Comprehensive AWS RDS Setup Guide
Lecture 64 Setting Up RDS in EC2 VPC: Part 2
Lecture 65 Creating AWS Security Groups for RDS
Lecture 66 Advanced RDS Configuration: Part 3
Lecture 67 Building, Tagging, and Pushing Docker Images in ECS Cluster
Section 8: AWS Elastic Container Service and RDS
Lecture 68 AWS ECS: Cluster, Task, Service Creation
Lecture 69 Configuring RDS Security Groups in VPC Console
Lecture 70 Elastic Container Service (ECS) Clusters in us-east-1 Region
Lecture 71 Testing AWS ECS Endpoints
Lecture 72 Testing AWS ECS Cluster with Economic Data Agent
Lecture 73 US Treasury Yield Curve Check
Section 9: LangChain Tools
Lecture 74 Utilizing LangChain Tools: A Practical Guide
Lecture 75 Tools | Langchain Documentation Overview
Lecture 76 Create Langchain Tools | AWS PostgreSQL Example
Section 10: Clean Up
Lecture 77 AWS Resource Clean Up
Lecture 78 Thank You!
Data scientists, economists, cloud engineers and software developers interested in leveraging AI and cloud services for data analysis and application development.


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